{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import cv2\n",
    "import numpy as np\n",
    "from matplotlib import pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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QTSMbV16myWTShRaNRpVMSafTHD16lMbGRmX/xVNVKhXm5ubw+Xxks1mcTifZbBar1YrH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2mw39/f0wmUwYGRmR8WfLy8syPo4GF01NTSgrK5N5CtFoVGYJlJSUoKysTE4NblC1eg6ALNi5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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat = cv2.imread('cat.jpg',0)\n",
    "plt.imshow(cat,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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53y6va+VJ8lCSlSRnkxycZOMlSZsbZkT/34APrCs7DpyuqgPA6bYOcCdwoP0dAx4eTzNn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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.hist(cat.ravel(),256,[0,256]);\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Gk8HjIKIKkcsepHC+wqxbp8J01SroVE3jYSRJEhUKV6BqUX1Y74rYxdGoo8Qn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\nGo2mlKIVgEaj0ZRS/h8mICqDs8/MFAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat = cv2.imread('cat.jpg')\n",
    "color = ('b','g','r')\n",
    "for i,col in enumerate(color):\n",
    "    histr = cv2.calcHist([cat],[i],None,[256],[0,256])\n",
    "    plt.plot(histr,color = col)\n",
    "    plt.xlim([0,256])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BwUFyc3Ox2WzMnj2bWCwmutbs7Gz6+/uFdwXIzMwkOzubtLQ0QYBKNmkymQiF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\n/wD6H1fbGTzvnQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "cat = cv2.imread('cat.jpg',0)\n",
    "equ = cv2.equalizeHist(cat)\n",
    "res = np.hstack((cat,equ))\n",
    "plt.imshow(res,cmap='gray')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
